{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x107c0c710>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x107c64eb8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x1080135f8>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x106be7cf8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x10804beb8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x10820dc18>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x1081596a0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x1081770f0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x10827def0>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x1082c8f98>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x108529fd0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x108578b38>]], dtype=object)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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0Op2qWSISEFu3buWOO+7gxIkTnm0Wi4XXX3+dN998k4kTJ3LnnXcSERGh4y0R8RjwDF1P\nTw8fffQR8+bNY+3atYSFhXkur+w10CQVmsRCRIbbb37zG0JCQjwNnYiIme3evZvIyEgSExP7nJGb\nN28emzZtYt26dURHR/Pyyy+fcwwdb4lcmgY8QxcTE4PT6fRcjvS5z32OkpISHA4Hzc3NOBwOmpqa\niIqKAk59un36OmKNjY19Pv2GU6cTTz+luHDhQp88mQthhgxgjhzKoAxnWrhwYZ+pkZOTk009zXp5\neTnV1dV9Zg7srzb11rfTP9Xur2aBOesWmCOHMijDmcyQI9jq1v79+9m9ezfV1dWcPHmSEydOsGnT\nJu69917PPnPnzmXt2rXA4I63wLy1a6iCNTcEb/ZgzQ3Bm93bujVgQ+dwOLj88ss5cuQIY8eO5d13\n32X8+PGMHz+e8vJyFixYQEVFBRkZGcCphQ8LCwvJysrC5XJRX1/vaQbPF+7IkSODeqL+YrfbaWtr\nC2gGs+RQBmU409ixY4OmOO7Zs4dt27axevVqQkNDPdvPVZssFgsjR47k4MGDJCUlsWPHDm666aaz\nxjVj3QJz/I0ogzKYMUcw1S04tRbr4sWLAdi7dy/btm3j3nvvpampiejoaAB27dpFQkICMLjjLTBv\n7RoqM/xNeStYswdrbgje7N7WrQEbOoCcnBw2btxId3e3Zxpwt9tNQUEBZWVlnmULAOLj45k5cya5\nubnYbDaWLl2qSwBExC+eeeYZ9u3bR2trK8uWLeNrX/sapaWldHd389hjjwEwefJk7r777vPWprvv\nvpuioiK6urpIS0vj6quvDuTTEpFLnGEYnvr0yiuv8PHHH2OxWBg9ejT33HMPoOMtEfk/g1qHbjgE\n+tMis3TyZsihDMpwprFjxwY6gikFum6BOf5GlEEZzJhDdevczFC7hsoMf1PeCtbswZobgje7t3Vr\nUOvQiYiIiIiIiPmooRMREREREQlSauhERERERESClBo6ERERERGRIKWGTkREREREJEipoRMRERER\nEQlSauhERERERESClBo6ERERERGRIKWGTkREREREJEipoRMREREREQlSIYEOICIiIiKnuN1u8vLy\ncDqd5OXl0d7eTkFBAQ0NDYwePZrc3FwiIiIAKCkpoaysDKvVSk5ODqmpqQFOLyKBoDN0IiIiIibx\n2muvER8fj8ViAaC0tJSUlBQKCwuZPn06paWlANTV1bFz5042bNjAypUreeGFF3C73YGMLiIBooZO\nRERExAQaGxuprq5m7ty5GIYBQFVVFXPmzAEgMzOTyspKACorK5k1axYhISHExsYSFxdHbW1twLKL\nSODokksRERERE9i6dSt33HEHJ06c8GxraWnB4XAAEBUVRUtLCwBNTU1MmjTJs19MTAwul2tQj2Or\nr/Nh6lMsoaF0O2N9Pq6IDEwNnYiIiEiA7d69m8jISBITE6mpqel3n97LMM9loNt7da1aPuR8AwmZ\ntwDLwqWeM4siMnzU0ImImFBIiwuj4eiA+3XaQrD1dA+4n+XyMXRHOX0RTUT8YP/+/ezevZvq6mpO\nnjzJiRMn2LhxI1FRUTQ3N+NwOGhqaiIqKgoAp9NJY2Oj5/6NjY04nWe/x2tqavo0iAsXLvRLfovF\nQnhExKCbyqEKDQ3Fbrf7ZWx/C9bswZobgjt7cXGx5+fk5GSSk5MHvI8aOhEREzIajtL11AqfjRea\ntxbU0ImY1uLFi1m8eDEAe/fuZdu2bdx333288sorlJeXs2DBAioqKsjIyAAgPT2dwsJCsrKycLlc\n1NfXk5SUdNa4gz0gvFCGYXD8+HG/naGz2+20tbX5ZWx/C9bswZobgje73W736kMXNXQiIiIiJtN7\npmvBggUUFBRQVlbmWbYAID4+npkzZ5Kbm4vNZmPp0qV+OzsmIuamhk5ERETERKZNm8a0adMAGDVq\nFKtWrep3v+zsbLKzs4czmoiYkJYtEBERERERCVKDOkP3ne98h5EjR2K1WrHZbDz55JO0t7dTUFBA\nQ0OD5xKAiIgIAEpKSigrK8NqtZKTk0Nqaqpfn4QvDXYigqHShAQivrd582aqq6uJjIwkPz8fwKva\ndOjQIYqKijh58iRpaWnk5OQE7DmJiIiIDMWgL7lcvXo1o0aN8vxeWlpKSkoK8+fPp7S0lNLSUm6/\n/Xbq6urYuXMnGzZswOVysWbNGgoLC7Fag+NkoK8nIuilCQlEfO+6667jpptuYtOmTZ5tQ6lNzz77\nLBaLhZ/85CcsW7aMpKQknnzySfbs2cPVV18dwGcmIiIiMjiD7rLOnLWoqqqKOXPmAJCZmUllZSUA\nlZWVzJo1i5CQEGJjY4mLi6O2ttaHkUVETpk6darn7FuvodSmgwcP0tTUREdHh2d2uNmzZ7Nr167h\nfSIiIiIiXhrUGTqLxcKaNWuwWq3ccMMN3HDDDbS0tOBwOACIioqipaUFgKamJiZNmuS5b0xMDC6X\nyw/RRUTONtTaFBIS0mftJqfTqZolIiIiQWNQDd2aNWuIjo6mtbWVNWvWMG7cuD63DzRN7pm397fI\nZaAX/+tdgLDT5p+JP222EMIH8RzNsBCiMihDf7xZ6DLQfDmF93DXLV/XosHWIG+Y4e9UGcyTwUw5\ngrFuiYgM1aCOGKKjowGIjIxkxowZ1NbWEhUVRXNzMw6Hg6amJqKiooBTn243NjZ67tvY2Njn02/o\nv6gGevG/3gUIbT3dfhm/p6d7UM/RDAshKoMy9JfDm4UuA2EotSkmJuasM3L91SwY/rrl61o02Brk\nDTP8nSqDeTKYJUcw1S0RkQsx4HfoOjs7OXHiBAAdHR28++67JCQkkJ6eTnl5OQAVFRVkZGQAkJ6e\nzltvvUV3dzfHjh2jvr7e890UERF/G2ptcjgcjBw5koMHD2IYBjt27GDGjBkBfAYiIiIigzfgGbqW\nlhbWr18PgNvt5tprryU1NZUrr7ySgoICysrKPFODA8THxzNz5kxyc3Ox2WwsXbrUp5c9iYj0euaZ\nZ9i3bx+tra0sW7aMhQsXsmDBgiHXprvvvpuioiK6urpIS0vTDJciIiISNAZs6GJjYz0N3elGjRrF\nqlWr+r1PdnY22dnZF55OROQ87r///n63D7U2TZw40bOOnYiIiEgw8c8MICIiIiIyaF1dXaxevZqT\nJ0/S3d1NRkYGixcvpri4mO3btxMZGQnAokWLSEtLA6CkpISysjKsVis5OTmkpqYG8imISICooRMR\nEREJsNDQUB5++GFGjBhBT08PDz30EB988AEWi4WsrCyysrL67F9XV8fOnTvZsGEDLpeLNWvWUFhY\niNU66CWGReQioXe9iIiIiAmMGDECgO7ubtxuNxEREQAYhnHWvpWVlcyaNYuQkBBiY2OJi4ujtrZ2\nWPOKiDnoDJ2IiIiICbjdblasWMHRo0eZN28e48eP5+233+b111/nzTffZOLEidx5551ERETQ1NTE\npEmTPPeNiYnpswSLiFw6dIZORERExASsVivr169ny5Yt7Nu3j5qaGubNm8emTZtYt24d0dHRvPzy\ny+e8v2YVF7k06QydiIiIiImEh4eTlpbGhx9+SHJysmf73LlzWbt2LQBOp5PGxkbPbY2NjTidzrPG\nqqmpoaamxvO7vxZbt1gshEdE+K2pDA0NxW63+2VsfwvW7MGaG4I7e3Fxsefn5OTkPjXgXNTQiYiI\niARYa2srNpuNiIgIurq6eO+99/jqV79Kc3MzDocDgF27dpGQkABAeno6hYWFZGVl4XK5qK+vJykp\n6axxB3tAeKEMw+D48eP9ft/PF+x2O21tbX4Z29+CNXuw5obgzW6327360EUNnYiIiEiANTc3U1RU\nhNvtxjAMZs+ezWc/+1k2bdrE4cOHsVgsjB49mnvuuQeA+Ph4Zs6cSW5uLjabjaVLl+qSS5FLlBo6\nERERkQBLSEjwXE55unvvvfec98nOziY7O9ufsUQkCGhSFBERERERkSClhk5ERERERCRIqaETERER\nEREJUmroREREREREgpQaOhERERERkSClhk5ERERERCRIqaETEREREREJUmroREREREREgpQaOhER\nERERkSAVEugAIiIiIiLnc7L+CLb6Or+Mbbl8DN1RTr+MLTIcBtXQud1u8vLycDqd5OXl0d7eTkFB\nAQ0NDYwePZrc3FwiIiIAKCkpoaysDKvVSk5ODqmpqX59AiIi/SkpKWHHjh1YLBYSEhJYvnw5nZ2d\nql0iYkpdXV2sXr2akydP0t3dTUZGBosXL9Yx1//n/ls9XU+t8MvYoXlrQQ2dBLFBXXL52muvER8f\nj8ViAaC0tJSUlBQKCwuZPn06paWlANTV1bFz5042bNjAypUreeGFF3C73f5LLyLSj2PHjvHGG2+w\ndu1a8vPzcbvdvPXWW6pdImJaoaGhPPzww6xfv56nn36ampoaPvjgA9UtERnQgA1dY2Mj1dXVzJ07\nF8MwAKiqqmLOnDkAZGZmUllZCUBlZSWzZs0iJCSE2NhY4uLiqK2t9WN8EZGzhYeHY7PZ6OzspKen\nh87OTpxOp2qXiJjaiBEjAOju7sbtdhMREaG6JSIDGvCSy61bt3LHHXdw4sQJz7aWlhYcDgcAUVFR\ntLS0ANDU1MSkSZM8+8XExOByuXydWUTkvEaNGsWXvvQlli9fTmhoKKmpqaSkpKh2iYipud1uVqxY\nwdGjR5k3bx7jx49X3RKRAZ33DN3u3buJjIwkMTHRc3buTL2XYZ7LQLeLiPhafX09v/vd7ygqKuL5\n55+no6ODN998s88+ql0iYjZWq5X169ezZcsW9u3bx/vvv9/ndtUtEenPec/Q7d+/n927d1NdXc3J\nkyc5ceIEGzduJCoqiubmZhwOB01NTURFRQHgdDppbGz03L+xsRGn8+wvmdbU1FBTU+P5feHChdjt\ndl89J6+EhoZit9vptPln4k+bLYTwQTzH3hyBpAzK0J/i4mLPz8nJySQnJwcwzfkdOnSIq666yvPa\nXXPNNRw4cACHw+F17RruuuXrWjTYGuQNM/ydKoN5MpgpRzDVrdOFh4eTlpbGoUOH/HLM5Q8Wi4Xw\niAi/NZUnrf5rVv1ZH8E874ehCtbcENzZvalb5z1iWLx4MYsXLwZg7969bNu2jfvuu49XXnmF8vJy\nFixYQEVFBRkZGQCkp6dTWFhIVlYWLpeL+vp6kpKSzhq3v3BtbW0DP0M/stvttLW1Yevp9sv4PT3d\ng3qOvTkCSRmUob8c/joI8IexY8fy61//mq6uLi677DLeffddkpKSCAsL87p2DXfd8nUtGmwN8oYZ\n/k6VwTwZzJIj2OpWa2srNpuNiIgIurq6eO+99/jqV79Kenq6z4+5/MEwDI4fP37OK7ouVKjbP+OC\nf+sjmOP94I1gzQ3Bm93bujWkj4B7P3VZsGABBQUFlJWVeabQBYiPj2fmzJnk5uZis9lYunSpTv+L\nyLCbMGECs2fPJi8vD4vFQmJiIjfccAMdHR2qXSJiSs3NzRQVFeF2uzEMg9mzZ/PZz36WxMRE1S0R\nOa9BN3TTpk1j2rRpwKkJB1atWtXvftnZ2WRnZ/smnYiIl+bPn8/8+fP7bFPtEhGzSkhIYO3atWdt\nV90SkYEMah06ERERERERMR81dCIiIiIiIkFKDZ2IiIiIiEiQUkMnIiIiIiISpNTQiYiIiIiIBCk1\ndCIiIiIiIkFKDZ2IiIiIiEiQUkMnIiIiIiISpNTQiYiIiIiIBCk1dCIiIiIiIkEqJNABRERERC51\nDQ0NFBUV0dLSgsVi4frrr+fmm2+muLiY7du3ExkZCcCiRYtIS0sDoKSkhLKyMqxWKzk5OaSmpgby\nKcg5nKw/gq2+zi9jWy4fQ3eU0y9jS/BQQyciIiISYCEhIdx1111MmDCBjo4OVqxYQUpKChaLhays\nLLKysvrsX1dXx86dO9mwYQMul4s1a9ZQWFiI1aqLr8zG/bd6up5a4ZexQ/PWghq6S57e9SIiIiIB\n5nA4mDBhAgBhYWGMGzcOl8sFgGEYZ+1fWVnJrFmzCAkJITY2lri4OGpra4czsoiYhBo6ERERERM5\nduwYhw8fZvLkyQC8/vrrPPDAAzz33HMcP34cgKamJmJiYjz3iYmJ8TSAInJpUUMnIiIiYhIdHR1s\n2LCBJUvvpvGjAAAgAElEQVSWEBYWxrx589i0aRPr1q0jOjqal19++Zz3tVgsw5hURMxC36ETERER\nMYHu7m7y8/P5/Oc/z4wZMwCIiory3D537lzWrl0LgNPppLGx0XNbY2MjTufZ36WqqamhpqbG8/vC\nhQv9kt1isRAeEeG3pvKk1X/Nqs0WQrjd7rfxgzV7aGgodj++Lv4UzNmLi4s9PycnJ5OcnDzgfdTQ\niYiIiASYYRhs2bKFcePGccstt3i2NzU1ER0dDcCuXbtISEgAID09ncLCQrKysnC5XNTX15OUlHTW\nuIM9IPRF/uPHj/f7fT9fCHX7Z1yAnp5u2tra/DZ+sGa32+1+fV38KViz2+12rz50UUMnIiIiEmD7\n9+9nx44dJCQk8MMf/hA4tUTBW2+9xeHDh7FYLIwePZp77rkHgPj4eGbOnElubi42m42lS5fqkkuR\nS5QaumFiDR0BH+4bcL9OWwi2nu5Bjam1R0RERC4OU6ZM4dVXXz1re++ac/3Jzs4mOzvbn7FEJAio\noRsmRksTXYWP+HRMrT0iIiIiInJpO29D19XVxerVqzl58iTd3d1kZGSwePFi2tvbKSgooKGhgdGj\nR5Obm0tERAQAJSUllJWVYbVaycnJITU1dVieiIjI6Y4fP86WLVuoq6sDYPny5VxxxRWqXSIiInJR\nOW9DFxoaysMPP8yIESPo6enhoYce4oMPPqCqqoqUlBTmz59PaWkppaWl3H777dTV1bFz5042bNiA\ny+VizZo1FBYWYrVqdQQRGV4vvfQSaWlpfP/736enp4fOzk5+85vfqHaJiIjIRWXAo5URI0YAp6bS\ndbvdREREUFVVxZw5cwDIzMyksrISgMrKSmbNmkVISAixsbHExcVRW1vrx/giImf79NNP+eCDD5g7\ndy4ANpuN8PBw1S4RERG56Az4HTq3282KFSs4evQo8+bNY/z48bS0tOBwOIBT66O0tLQAp6bWnTRp\nkue+MTExuFwuP0UXEenfsWPHiIyMZPPmzXz88cckJiayZMkS1S4RERG56AzY0FmtVtavX8+nn37K\n448/zvvvv9/n9oGmyO3v9v4WuQz04n+9CxB22vwzT4w/phL212KSZliMURnMk6GXNwtdBkpPTw8f\nffQR3/jGN0hKSuJnP/sZpaWlffYZau0a7rrl61p0sS8+qwzmyWCmHMFUt0REvDXoI4bw8HDS0tI4\ndOgQUVFRNDc343A4aGpqIioqCgCn00ljY6PnPo2NjTidZ8/C2F9RDfTif70LEA52yYCh8sdCm/5a\nTNIMizEqg3ky9ObwZqHLQImJicHpdHoW2f3c5z5HSUkJDofD69o13HXL17XoYl98VhnMk8EsOYKt\nbomIeOu836FrbW3l+PHjwKkZL9977z0SExNJT0+nvLwcgIqKCjIyMgBIT0/nrbfeoru7m2PHjlFf\nX+85oBIRGS4Oh4PLL7+cI0eOAPDuu+8yfvx4/v7v/161S0RERC4q5z1D19zcTFFREW63G8MwmD17\nNp/97GdJTEykoKCAsrIyz9TfAPHx8cycOZPc3FxsNhtLly71y6WGIiIDycnJYePGjXR3dzNmzBiW\nL1+O2+1W7RIREZGLynkbuoSEBNauXXvW9lGjRrFq1ap+75OdnU12drZv0omIeGnChAk8+eSTZ21X\n7RIREZGLiX9mABERERGRQWtoaKCoqIiWlhYsFgvXX389N998M+3t7RQUFNDQ0OC5siAiIgKAkpIS\nysrKsFqt5OTkkJqaGuBnISKBoIZOREREJMBCQkK46667mDBhAh0dHaxYsYKUlBTKy8tJSUlh/vz5\nlJaWUlpayu23305dXR07d+5kw4YNuFwu1qxZQ2FhIVbrgEsMi8hFRu96ERERkQBzOBxMmDABgLCw\nMMaNG4fL5aKqqoo5c+YAkJmZSWVlJQCVlZXMmjWLkJAQYmNjiYuLo7a2NlDxRSSAdIZORERExESO\nHTvG4cOHmTRpEi0tLTgcDgCioqJoaWkBoKmpiUmTJnnuExMTg8vlCkjeYGcNHQEf7vPb+EZPj9/G\nFgE1dCIiIiKm0dHRQX5+PkuWLGHkyJF9bhto9t1Az85ra27EaDjql7H92RQZLU10FT7it/HD7l/t\nt7FFQA2diIiIiCl0d3eTn5/P7NmzmTFjBnDqrFxzczMOh4OmpiaioqIAcDqdNDY2eu7b2NiI0+k8\na8yamhpqamo8v/trsXWLxYK1qYETT63wy/hhuav9Mi4MQyPsx+FtthDC7Xa/jB0aGordT2P7WzBn\nLy4u9vycnJxMcnLygPdRQyciIiISYIZhsGXLFsaNG8ctt9zi2Z6enk55eTkLFiygoqKCjIwMz/bC\nwkKysrJwuVzU19eTlJR01riDPSD0Rf6eHrcfH8CPQxt+HBz8mr2np5u2tja/jG232/02tr8Fa3a7\n3e7Vhy5q6IKYv675PhkXDxHB+amGiIhIMNq/fz87duwgISGBH/7whwAsXryYBQsWUFBQQFlZmWfZ\nAoD4+HhmzpxJbm4uNpuNpUuXBvySSxEJDDV0Qcxf13zbfpSvhk5ERGQYTZkyhVdffbXf21atWtXv\n9uzsbLKzs/0ZS0SCgJYtEBERERERCVJq6ERERERERIKUGjoREREREZEgpYZOREREREQkSKmhExER\nERERCVJq6ERERERERIKUli2Qs112GTYfr29nuXwM3VFOn44pYiYhzY0Yrc0+G8/i9uMCvSIiInLR\nUEMnZzGaXXQ9s9qnY4bmrQU1dHIRM/73I7qefdRn4434wWM+G0tEREQuXrrkUkREREREJEipoRMR\nEREREQlSA15y2dDQQFFRES0tLVgsFq6//npuvvlm2tvbKSgooKGhgdGjR5Obm0tERAQAJSUllJWV\nYbVaycnJITU11e9PRETkdG63m7y8PJxOJ3l5eapZImJqmzdvprq6msjISPLz8wEoLi5m+/btREZG\nArBo0SLS0tIA1S0R+T8DNnQhISHcddddTJgwgY6ODlasWEFKSgrl5eWkpKQwf/58SktLKS0t5fbb\nb6euro6dO3eyYcMGXC4Xa9asobCwEKtVJwNFZPi89tprxMfHc+LECQBKS0tVs0TEtK677jpuuukm\nNm3a5NlmsVjIysoiKyurz76qWyJyugHf+Q6HgwkTJgAQFhbGuHHjcLlcVFVVMWfOHAAyMzOprKwE\noLKyklmzZhESEkJsbCxxcXHU1tb67xmIiJyhsbGR6upq5s6di2EYAKpZImJqU6dO9Vw1cLreGnY6\n1S0ROd2QPso5duwYhw8fZtKkSbS0tOBwOACIioqipaUFgKamJmJiYjz3iYmJweVy+TCyiMj5bd26\nlTvuuKPPp9WqWSISjF5//XUeeOABnnvuOY4fPw6obolIX4Nu6Do6OsjPz2fJkiWMHDmyz20Wi+W8\n9x3odhERX9m9ezeRkZEkJib2+8k2qGaJSHCYN28emzZtYt26dURHR/Pyyy+fc1/VLZFL16DWoevu\n7iY/P5/Zs2czY8YM4NQn3M3NzTgcDpqamoiKigLA6XTS2NjouW9jYyNOZ9/1x2pqaqipqfH8vnDh\nQux2+wU/mQsRGhqK3W6n0+afpfn8UWj9Vrz9MKzNFkL4EP4f9/7/CCRl6Ku4uNjzc3JyMsnJyQFM\nc2779+9n9+7dVFdXc/LkSU6cOMHGjRsvqGbBwHWrw2bz6fOwWHz7XZihvgeHwgx/p8pgngxmyhEs\ndetceusUwNy5c1m7di0w+LoF/dcuf7BYLNhsfvwOnx/7Vb83w34c/mKv7d4K5uze1K0BuxfDMNiy\nZQvjxo3jlltu8WxPT0+nvLycBQsWUFFRQUZGhmd7YWEhWVlZuFwu6uvrSUpK6jNmf+Ha2toGDOtP\ndrudtrY2bD3dfhn/XGcKzDbmqYF9P2RPT/eQ/h/3/v8IJGXom8NfBwG+tnjxYhYvXgzA3r172bZt\nG/fddx+vvPKK1zULBq5btp4enz4Pw3D7dLyhvgeHwgx/p8pgngxmyRFMdetcmpqaiI6OBmDXrl0k\nJCQAg69bMHyNrGEY9PT4tm71fQA/Du2v4ynPA/hv6Iu9tnsrWLN7W7cGbOj279/Pjh07SEhI4Ic/\n/CFw6oBpwYIFFBQUUFZW5pkCHCA+Pp6ZM2eSm5uLzWZj6dKlugxARAKmt/6oZomImT3zzDPs27eP\n1tZWli1bxte+9jX27t3L4cOHsVgsjB49mnvuuQdQ3RKRvgZs6KZMmcKrr77a722rVq3qd3t2djbZ\n2dkXlkxE5AJNmzaNadOmATBq1CjVLBExrfvvv/+sbXPnzj3n/qpbItJLC5aIiIiIiIgEKTV0IiIi\nIiIiQUoNnYiIiIiISJDyzxz9IiIiIiLiV9bQEfDhPr+MfTIuHiKCc+r/S40aOhERERGRIGS0NNFV\n+Ihfxrb9KF8NXZDQJZciIiIiIiJBSg2diIiIiIhIkFJDJyIiIiIiEqTU0ImIiIiIiAQpNXQiIiIi\nIiJBSrNcioiIiATY5s2bqa6uJjIykvz8fADa29spKCigoaGB0aNHk5ubS0REBAAlJSWUlZVhtVrJ\nyckhNTU1kPFFJIB0hk5EREQkwK677jpWrlzZZ1tpaSkpKSkUFhYyffp0SktLAairq2Pnzp1s2LCB\nlStX8sILL+B2uwMRW0RMQA2diIiISIBNnTrVc/atV1VVFXPmzAEgMzOTyspKACorK5k1axYhISHE\nxsYSFxdHbW3tsGcWEXNQQyciIiJiQi0tLTgcDgCioqJoaWkBoKmpiZiYGM9+MTExuFyugGQUkcBT\nQyciIiJichaL5YJuF5GLlyZFERERETGhqKgompubcTgcNDU1ERUVBYDT6aSxsdGzX2NjI06ns98x\nampqqKmp8fy+cOFCv2S1WCzYbH48T+DHftXvzXCQZrdaLdjtdr+N70+hoaFBm724uNjzc3JyMsnJ\nyQPeRw2diIiIiAmlp6dTXl7OggULqKioICMjw7O9sLCQrKwsXC4X9fX1JCUl9TvGYA8IL5RhGPT0\n+HFiFsOPQxt+HByCNrvbbdDW1ua38f3JbrcHZXa73e7Vhy5q6EREREQC7JlnnmHfvn20traybNky\nFi5cyIIFCygoKKCsrMyzbAFAfHw8M2fOJDc3F5vNxtKlS3XJpcglTA2diIiISIDdf//9/W5ftWpV\nv9uzs7PJzs72ZyQRCRJq6GRYWENHwIf7Br1/py0EW0/3gPtZLh9Dd1T/3xsQEREREbnYDdjQbd68\nmerqaiIjI8nPzwegvb2dgoICGhoaPJcA9K6dUlJSQllZGVarlZycHFJTU/37DCQoGC1NdBU+4vNx\nQ/PWgho6OUNDQwNFRUW0tLRgsVi4/vrrufnmm1W7RERE5KIz4HRE1113HStXruyzrbS0lJSUFAoL\nC5k+fTqlpaUA1NXVsXPnTjZs2MDKlSt54YUXcLv9+AVZEZF+hISEcNddd7FhwwYef/xxfv/731NX\nV6faJSIiIhedARu6qVOnej7B7lVVVcWcOXMAyMzMpLKyEoDKykpmzZpFSEgIsbGxxMXFUVtb64fY\nIiLn5nA4mDBhAgBhYWGMGzcOl8ul2iUiIiIXHa8WDGlpacHhcACn1khpaWkBoKmpiZiYGM9+MTEx\nuFwuH8QUEfHOsWPHOHz4MJMmTVLtEhERkYvOBU+KMtA0uf3d3t8il4Fe/K93AcJOm3/mifHHdMJ+\nm6LYD8P6K6vNFkK4n/52zLAopRky9PJmoctA6+joID8/nyVLljBy5Mg+tw21dg1UtzpsNh8kPv3x\nfbtAr94rynAp5gjGuiUiMlRedS9RUVE0NzfjcDhoamoiKioKAKfTSWNjo2e/xsZGnM6zJ6zor6gG\nevG/3gUIBzOzojf8sfCj3xaT9MOw/sra09Ptt78dMyxKaYYMvTm8WegykLq7u8nPz2f27NnMmDED\nuLDaNVDdsvX0+DS/Yfj2O3x6ryjDpZYjGOuWiIg3vPoIOD09nfLycgAqKirIyMjwbH/rrbfo7u7m\n2LFj1NfXk5SU5LOwIiKDYRgGW7ZsYdy4cdxyyy2e7apdIiIicrEZ8AzdM888w759+2htbWXZsmUs\nXLiQBQsWUFBQQFlZmWfqb4D4+HhmzpxJbm4uNpuNpUuX+u+yQBGRc9i/fz87duwgISGBH/7whwAs\nXrxYtUtEREQuOgM2dPfff3+/21etWtXv9uzsbLKzsy8slcggDXXB8sGyXD4GTPD9D/HOlClTePXV\nV/u9TbVLRERELib+mQFEZJj4dcHy+M/4fFwREZGh+s53vsPIkSOxWq3YbDaefPJJ2tvbKSgooKGh\nwXPFwZnLTIlckMsuw+aHD83h1Afn3VFnz7Mh3lFDJyIiImJyq1evZtSoUZ7fS0tLSUlJYf78+ZSW\nllJaWsrtt98ewIRysTGaXXQ9s9ovY4fmrQU1dD7j23mxRURERMTnzpwtuqqqijlz5gCQmZlJZWVl\nIGKJiAnoDJ2IiIiIiVksFtasWYPVauWGG27ghhtuoKWlBYfDAZxakqWlpSXAKUUkUNTQiYiIiJjY\nmjVriI6OprW1lTVr1jBu3Lg+t2tWXpFLmxo6EREREROLjo4GIDIykhkzZlBbW0tUVBTNzc04HA6a\nmpqIiorq9741NTXU1NR4fvfXYusWiwWbzY/f5PFjz+r3hjhYs/txaJsthHA/ziYeGhqKPUhnKy8u\nLvb8nJycTHJy8oD3UUMnIiIiYlKdnZ243W5GjhxJR0cH7777Ll/96ldJT0+nvLycBQsWUFFRQUZG\nRr/3H+wB4YUyDIOeHrcfH8CPQxt+HByCN7sfh+7p6aatrc1v49vtdr+O7y92u92rD13U0ImIiIiY\nVEtLC+vXrwfA7XZz7bXXkpqaypVXXklBQQFlZWWeZQtE5NKkhk5ERETEpGJjYz0N3elGjRrFqlWr\nApBIRMxGyxaIiIiIiIgEKTV0IiIiIiIiQUoNnYiIiIiISJAK2u/Q+XqaVsMwtI6LiIiIiIgElaBt\n6Gx1H9G9/Xc+G++4xYJlzDiYONlnY4qIiIiIiPhT0DZ0RmszPW/+3qdjWq+aTogaOhERERERCRL6\nDp2IiIiIiEiQUkMnIiIiIiISpNTQiYiIiIiIBKmg/Q6diD9ZQ0fQ+d472Hq6fTam5fIxdEc5fTae\niIiISDCyho6AD/f5bfyTcfEQYffb+Gbjl4Zuz549/OxnP8PtdjN37lwWLFjgj4cR8RujpYmOwkd8\nOmZo3lpQQ2daF3vd8vU/nvqAQsQcLvbaJRcno6WJLh8fZ53O9qN8NXQXwu128+KLL7Jq1SqcTicP\nPvgg6enpxMfH+/qhRER84lKoW77+x1MfUIgE3qVQu0RkYD5v6Gpra4mLiyM2NhaAWbNmUVVVpeIi\nIqalujV0p5/x67SFXPDlyTrjJzJ0ql0iAn5o6FwuFzExMZ7fnU4ntbW1vn4YkaDjzSVvgzlQ1oHw\nhVPdGjqzn/ELaXFhNBz12XjWSAfu1ubz7jOUxlbvW/EF1S4RgSCeFMUyZhyh333YZ+PZbFbcI8Iw\nDIvPxhQ5nb+uFw976BlsPjxwBR1sesMy7jM+rUlYLq1JiC/0O35nNVPd3XQ9/SMfJDtlxHcf9un7\n19fvW1++Z33RDJ/+/0P1xHx8Wqv+P6tzNO4Tn/p8XBGz8fUHhn2MHevV3SyGYRi+zHHgwAF+9atf\n8aMfnfqHtKSkBIvF0udLujU1NdTU1Hh+X7hwoS8jiIgfFBcXe35OTk4mOTk5gGl8S3VL5OJ0Mdct\nUO0SuRh5VbcMH+vu7jbuvfde4+jRo8bJkyeNH/zgB8b//u//nvc+r776qq9jDJkZMhiGOXIogzKc\nySw5/CVY65ZhmCOHMijDmcyQwwwZ/C2Ya9dQBWtuwwje7MGa2zCCN7u3uX1+yaXNZuMb3/gGjz/+\nuGcKXX05V0TMTHVLRIKRapeIgJ++Q5eWlkZaWpo/hhYR8QvVLREJRqpdImJbvXr16kCHADxT7l7q\nGcAcOZRBGc5klhxmYpbXxAw5lEEZzmSGHGbIYEbB+roEa24I3uzBmhuCN7s3uX0+KYqIiIiIiIgM\nj0trXmwREREREZGLiBo6ERERERGRIBXwhcVLSkrYsWMHFouFhIQEli9fzmWXXTasGV577TXeeOMN\nAK6//npuvvlmvz/m5s2bqa6uJjIykvz8fADa29spKCigoaGB0aNHk5ubS0RExLBm+POf/8yvfvUr\nPvnkE5588kkmTpzot8c/X46f//znvPPOO4SEhDBmzBiWL19OeHj4sGb413/9V3bv3g2A3W5n+fLl\nXH755cOaode///u/88orr/Diiy8yatSoYc1QXFzM9u3biYyMBGDx4sVcffXVfstgNnv27OFnP/uZ\nZwa509d36vXTn/6UPXv2MGLECJYvX05iYuKwZvjkk0/YvHkzhw8f5rbbbuNLX/qSTx9/sDl27NjB\ntm3bMAyDkSNHcvfdd/OZz3xmWDNUVlZSXFyMxWLBYrHw9a9/nenTpw9rhl61tbX8+Mc/Jjc3l2uu\nuWZYM9TU1LBu3TrGjBkDwDXXXMM//uM/DmuG3hxbt26lp6cHu92OP762P1CObdu28V//9V8A9PT0\n8Mknn/Diiy/69d/XQDND3fKWGeqMN8xQF7xllvfyUA2Uu7W1lY0bN9Lc3Izb7eZLX/oSmZmZgQl7\nmvMd7/Ua8vvTh0snDNnRo0eN73znO0ZXV5dhGIaxYcMGo6ysbFgzfPzxx8b3vvc9o7Oz0+jp6TEe\nffRR469//avfH3fv3r3GoUOHjO9973uebT//+c+N0tJSwzAMo6SkxHjllVeGPUNdXZ3xySefGKtX\nrzY+/PBDvz7++XL85S9/MXp6egzDMIxXXnklIK/Fp59+6vn5tddeM5577rlhz2AYhvG3v/3NeOyx\nx4zly5cbbW1tw56huLjY+Pd//3e/Pq5Z9fT0DLjG0+7du40nnnjCMAzDOHDggLFy5cphz9DS0mLU\n1tYa//Iv/2Js27bNp48/lBz79+83jh8/bhiGYVRXVwfktThx4oTn548//ti49957hz1D736rV682\nnnzySePPf/7zsGd4//33jaeeesqnjzvUDO3t7UZubq7R0NBgGMapv9NA5DhdVVWV8eijj/o8h5mY\noW55ywx1xhtmqAveMst7eagGk/vVV181fvGLXxiGcSpzTk6O0d3dHYi4fZzreK+XN+/PgF5yGR4e\njs1mo7Ozk56eHjo7O3E6ncOa4ciRI0yaNInQ0FCsVivTpk1j165dfn/cqVOnnvXpYFVVFXPmzAEg\nMzOTysrKYc8wbtw4xo4d69fHHUyOlJQUrNZTf56TJk2isbFx2DOMHDnS83NHRwd2u33YMwC8/PLL\n3HHHHX597IEyGJfo3Em1tbXExcURGxtLSEgIs2bNoqqqqs8+p79vJ02axPHjx2lubh7WDJGRkVx5\n5ZXYbDafPa43OSZPnuw5k56UlOTz9+1gMoSFhXl+7ujo8JxZHs4MAP/5n//J5z73OZ8//lAy+PN9\nO5gM//Vf/8U111xDTEwMQEBfi9MzzZo1y+c5zMQMdctbZqgz3jBDXfCWWd7LQzWY3NHR0Xz66acA\nnDhxArvd7td/JwfrXMdavbx5fwa0oRs1ahRf+tKXWL58Od/61reIiIggJSVlWDOMHz+effv20d7e\nTmdnJ++8807AikNLSwsOhwOAqKgoWlpaApLDbLZv387f/d3fBeSx/+Vf/oVly5ZRUVFxzssn/Kmy\nshKn0xnwy0lef/11HnjgAZ577jmOHz8e0CzDyeVyef4BA3A6nbhcrvPuExMTc9Y+/s4wHIaaY/v2\n7T5fG2uwGXbt2kVubi5PPPEEOTk5w57B5XJRVVXFvHnzALBYLMOewWKxcODAAR544AGefPJJ6urq\nhj3DX//6V9rb23nkkUfIy8vjzTff9GmGwebo1dnZyV/+8hfTXObmL2aoW94yQ53xhhnqgrfM8l4e\nqsHkvv7666mrq+Nb3/oWDzzwAEuWLBnmlN7x5v0Z0Iauvr6e3/3udxQVFfH888/T0dHBjh07hjXD\nuHHjmD9/Po899hhPPPEEiYmJpniTmSGDGfzmN78hJCSEa6+9NiCPv2jRIp577jkyMzPZunXrsD52\nZ2cnJSUlLFy40LMtEGfK5s2bx6ZNm1i3bh3R0dG8/PLLw57B7C7VM5jn8v7771NWVsbtt98ekMef\nMWMGBQUFrFixgo0bNw774//sZz9j8eLFWCwWDMMIyN9HYmIizz33HOvXr+eLX/wi69evH/YMPT09\nfPTRRzz44IP86Ec/4te//jV//etfhz1Hr927dzNlypSL+rtzQxHsdSvQdWaozFAXvGW29/JglZSU\nMGHCBJ5//nnWrVvHiy++yIkTJwIda1CG+vcR0ElRDh06xFVXXeW5lO2aa65h//79fP7znx/WHHPn\nzmXu3LkA/PKXv/TrxBfnExUVRXNzMw6Hg6amJqKiogKSwyzKy8uprq5m1apVgY7Ctddey5NPPjms\nj3n06FH+9re/8cADDwCnPrHJy8vjiSeeGNa/jdMfa+7cuaxdu3bYHjvQnE5nnzP2jY2NZ10WPph9\n/J1hOAw2x8cff8zzzz/Pj370I59P4DPU12Lq1Km43W7a2tp8dsn0YDIcOnSIZ555BoC2tjb27NlD\nSEgI6enpw5bh9EvG09LSeOGFF2hvb/fZ/5PBZIiJicFutxMaGkpoaChTp07l448/5oorrvBJhsHm\n6PXWW29d9JdbgjnqlrfMUGe8YYa64C2zvJeHajC5Dxw4wFe+8hUAz+WZR44c4corrxzWrEPlzfsz\noGfoxo4dy8GDB+nq6sIwDN59913i4+OHPUfvpY0NDQ1UVlYG7GxQeno65eXlAFRUVJCRkRGQHGaw\nZ88etm3bxgMPPEBoaGhAMpz+6VNlZSUTJkwY1sdPSEjgJz/5CUVFRRQVFeF0Olm7du2wN/pNTU2e\nnzlDzI0AACAASURBVHft2kVCQsKwPn4gXXnlldTX13Ps2DG6u7vZuXPnWf/4pqeney4/OXDgABER\nEZ5Lp4crQy9/fuI7mBwNDQ08/fTT3HfffcTFxQUkQ319ved1OHToEIBPv/86mAybNm3yvG8/97nP\ncffdd/v0oG0wGZqbmz2vQ21tLYBPD3wHkyEjI4P9+/fjdrvp7Ozk4MGDPv83frDvj08//ZR9+/Zd\nEv+umqFuecsMdcYbZqgL3jLLe3moBpN77NixvPfee8CpmnjkyBHPzL9m5s3702IE+Jzvb3/7Wyoq\nKrBYLCQmJvLtb3+bkJDhPXH48MMP09bWhs1m46677vL5FNf9eeaZZ9i3bx+tra04HA4WLlxIRkbG\nsC5bcGaGr33ta4waNYqXXnqJ1tZWwsPDSUxMZOXKlX7LcK4cpaWldHd3ew5AJk+ezN133z2sGaqr\nqzly5AhWq5UxY8bwzW9+06/NVG+GtrY2oqKiWLhwIdddd53n9nvvvZennnrKr59G9vc67N27l8OH\nD2OxWBg9ejT33HOPKf7hHy7V1dV9pkX+yle+wh//+EcAbrzxRgBefPFF9uzZQ1hYGMuWLfP5ch8D\nZWhububBBx/k008/xWq1EhYWRkFBQZ8JQoYjx5YtW9i1a5fnKgebzebzM9sDZfjtb3/Lm2++ic1m\nIywsjDvvvJOkpKRhzXC6zZs38/d///c+/97WQBlef/11/vjHP2K1WhkxYgR33nknkydPHtYMcGrJ\ngPLyciwWi9+WBRpMjvLycv7yl7/w3e9+1+ePb0ZmqFveMkOd8YYZ6oK3zPJeHqqBcre2trJ582Ya\nGxtxu9185StfCdhJm9P1d6z1/9i797ioyvwP4J+5yEWEGQdFTEQwSHNMs8A0WkWz2p+5SWyxLViK\nZiWWRWZqhUJ4yXWRyDS72Hohf2VtUO6v7ZcaUGoZGF7AS+Kt1AWCgRFQwGGe3x++mJ8Dw22cw8zA\n5/16+Xo5c855nu8ZznnO8z2X5zQ0NACwfv+0e0JHRERERERE1rHrLZdERERERERkPSZ0RERERERE\nTooJHRERERERkZNiQkdEREREROSkmNARERERERE5KSZ0RERERERETooJHRERERERkZNiQkdERERE\nROSkmNARERERERE5KSZ0RERERERETooJHRERERERkZNiQkdEREREROSkmNARERERERE5KSZ0RERE\nRERETooJHRERERERkZNiQkdEREREROSkmNARERERERE5KSZ0RERERERETooJHSExMRHBwcGdWmdg\nYCBWrFjRqXUSkX0sXrwY/fr1g1wux+bNmzutzdm0aRN69OghaR1nz56FXC7Hvn37Wp0vICAAy5cv\nN31mG0hkO9e3MVu2bLF3OFZp2kYYDAbMnDkTffr0gVwux3fffWeXOKRoq+RyObZt29bqPOHh4Zg9\ne7ZN6+3KlPYOgByDTCbr1Pry8vLg7u5u+hwUFITHH38cS5cu7dQ4iEha+/fvx6pVq/Dll19i9OjR\n8PLyQkNDA+bNm2fv0GzC398fxcXF0Gg0rc4nk8nM2lm2gUS2YamNcUZN24h//vOf+O///m9kZWVh\n8ODB6N27t13iyMvLQ8+ePW1aR3FxMVQqVYfioNYxoSMAgBCiU+vz9vY2+8ydlqhrOnnyJORyOaZM\nmWL2vYeHh50isi25XA4fH58OL8c2kMg2Wmpjrnf16lXJr9bb2smTJzFgwACMGTPmhsq50XVv2lbZ\ngjVtJrWOt1x2M7W1tZgzZw7UajU0Gg3i4uJQV1dnNs/HH3+M22+/He7u7ggMDMT8+fNx+fJl0/TG\ny+DJycno378/vL29MX36dNTU1JjmKSwsxAMPPIDevXujV69eGDZsGNLT003Tr7+kHx4ejlOnTiEp\nKQlyuRwKhQJnz57F4MGDsXLlSrPYampq4OXlhY8++kiKn4eIbGjGjBl44oknYDQaTfs2YH6btxAC\nDz74IEaPHg2DwQAAMBqNmDRpEsaPHw+j0QgA2LlzJ8LCwtCzZ0/4+flh5syZ0Ol0prqEEEhISICP\njw88PT3x2GOPoaKios0Yt23bhrvuugtqtRp9+/bFlClTcPLkSbN5SktLERsbC19fX7i7u2Po0KH4\nxz/+AcDyLZeHDh3C3XffDTc3N9xyyy3Yvn17s3rZBhLduJbamBkzZuC+++7D2rVrERAQADc3N9TV\n1aGkpAQzZsyAj48PvLy8cM899+D77783K7OoqAh//vOf0bt3b2g0GjzwwAMoKChoNY49e/YgLCwM\nXl5e8PLywu23345vvvkGQMu3ZQcFBSEpKclieeHh4ViyZAlOnz4NuVyOwYMHm75vehvismXLEBgY\naPabWFp3SzraVgFAVVUVnn76afj4+MDNzQ2hoaHYuXMnAKCurg6jRo3Cww8/bJr/ypUrGD58OKZN\nm2b6ruktl+fOncMf//hH9OzZE/7+/li7dm2zOK5evYrExEQMHjwY7u7uGD58ON577z2L69UdMaHr\nZhYvXozPP/8cW7duxY8//ggPDw+sX7/edHZ406ZNiIuLw4IFC3Ds2DFs2bIFu3btwjPPPGNWzmef\nfYbKykrk5OTg448/xr/+9S+sWrXKNP2vf/0r+vbtix9++AEFBQVYs2aN2e0C119Kz8jIQEBAAF56\n6SUUFxfjP//5D/z9/fHUU09h48aNZvV+/PHHcHFxwaOPPirVT0RENvLWW2/hzTffhEKhMO3bTclk\nMmzevBkXLlzA4sWLAQArV67EoUOHsG3bNsjlcnz77beIiIhAdHQ0jhw5gszMTJw9exaRkZFmdaWm\npiIlJQX5+fm48847kZSU1OaVr/r6eixZsgT5+fnYtWsXFAoFHnzwQVy9ehXAtc7I+PHjceTIEWzb\ntg3Hjx/H+vXrW7zCeOXKFUyePBkajQa5ubnYsmUL/v73v6O0tLTZerMNJLoxrbUxP/30E7Kzs7Fj\nxw4cPnwYBoMBEyZMQE1NDb7++mscPHgQkydPxn333Yfjx48DAEpKSnDPPffA19cXe/bswf79+zFk\nyBCEh4ejrKzMYgwGgwEPPfQQxo4di/z8fOTn5yMpKanN2xRbu6UwIyMD8+fPR0BAAIqLi5Gbm9vm\nMtdruu6WrtBZ01YBwMyZM7Fz50589NFHOHToEMLCwjBlyhScOHECrq6u2L59O3bt2oV169YBAObN\nm4f6+nq8++67FmMVQuDhhx9GRUUFcnJysGPHDuzYsQM///yz2XyzZ89GZmYm3nvvPRw/fhxLlizB\nwoUL8eGHH7b5e3QLgrqN6upq4ebmJj744AOz70NCQkRwcLAQQohBgwaJd99912x6Tk6OkMlkorKy\nUgghxPjx48Xtt99uNs+cOXPE2LFjTZ9VKpXYtGlTi7EEBASI5cuXmz4HBQWJpKQks3lKSkqEi4uL\n2LVrl+m7MWPGiBdeeKE9q0tEDuAf//iHUCqVZt8tXbpUBAUFmX2XlZUllEqlSExMFD169BBffPGF\nadr48ePF4sWLzeY/d+6ckMlk4tChQ0IIIQYMGCBee+01s3keeeQR0aNHjw7FW15eLmQymdi3b58Q\nQogPPvhAuLm5iQsXLlic/8yZM0Imk4m9e/cKIYR4//33Ra9evUztpRBCFBQUCJlMZtbmsQ0ksg1L\nbcz06dNF7969RU1Njdl8fn5+wmAwmM07YcIE0z61dOlSMWbMGLPpRqNR3HzzzeLNN9+0WL9OpxMy\nmUxkZ2dbnN60jWjUdJ9v2iZYaifDw8PF7Nmzzb5LTk4WAQEBra67Jda0VSdPnhQymUz8+9//Nivr\njjvuEDNnzjR93rx5s3BzcxMJCQnCxcVF5OXlmc0vk8nERx99JIQQYufOnUImk4mTJ0+apv/+++/C\n3d3dtK6nT58WcrlcnDhxwqycpKSkZv3R7opX6LqRU6dOoa6uDnfffbfZ92FhYQCAsrIy/Prrr4iP\nj4enp6fp3+TJkyGTyVBUVGRaZuTIkWZl9O/fHyUlJabPL730Ep588klMmDABSUlJyM/P73C8Pj4+\nmDp1Kt5//30AQEFBAfbv389Rj4i6oPDwcMyfPx9JSUmYPXs2HnroIdO03NxcpKammrVLWq0WMpkM\nJ0+exKVLl3Dx4kWLbZto4/nggwcP4uGHH8bgwYPh5eWFQYMGAbh2CxAAHDhwAFqtFjfddFO71uPo\n0aMYNmyY2QP/Wq22zQEALGEbSGS9W2+91ewqWW5uLoqLi6FWq83akj179pj6N7m5uThw4IDZdC8v\nL5w7d86sD3S93r1748knn8QDDzyAyZMnY9WqVfjll186ZR1b0nTdLbGmrTp69CgAYNy4cWbfjxs3\nDoWFhabPTzzxBB566CEsW7YMy5Ytw5133tlqmX369EFQUJDpuz59+mDIkCGmz3l5eRBC4M477zT7\n26xcubLFv0t3w0FRyKTxWZW33noLEyZMaDZ9wIABAK5dfndxcTGbJpPJTMsDwGuvvYaYmBh8/fXX\n+Pbbb7FixQq8/PLLSE5O7lBMzzzzDCZPnozy8nJ88MEHuPvuuzFs2LCOrhoRObiGhgbs2bMHSqWy\n2QFaCIFFixbh8ccfb7Zcv3790NDQYFWdly9fxv33349x48Zh06ZN6NevH4QQ0Gq1qK+vN6u/Izo6\nf2vYBhJZp2lCYzQaceuttyIzM7PFeYUQmDRpEt5+++1m87SW6Lz33nt4/vnn8c0332Dnzp1ISEjA\n22+/jaeeegpyudxU9vUab+vuCLlc3q5y2jsqpa3aqqblVFdX4+eff4ZSqcSJEyduuMzG/uUPP/zQ\nbN04oNQ1vELXjdx8881wcXHB3r17zb5v/Ozj44OBAwfi+PHjGDx4cLN/rq6uHaovMDAQc+bMwaef\nfoqkpCS88847Lc7r4uJisVM2YcIE+Pv7Y8OGDUhPT+eZaaIuKjExEadPn8bevXvx008/4W9/+5tp\nWkhICAoKCiy2Sx4eHvDy8sKAAQMstm2tHeyPHTuGsrIyLF++HOPGjcOQIUOg0+nMOhIhISE4evQo\nLly40K710Gq1OHbsGPR6vem7wsJCs8+WsA0kklZoaChOnz4NT0/PZu2Ir68vgP9vawYMGNBsnrZG\ne9RqtYiPj8dXX32FWbNmmQbs6Nu3LwCYtSGlpaXtblOu5+Pj02y5n3/+2aqkxpq2SqvVAgBycnLM\nvv/uu+9w2223mT7PmTMHrq6u2LlzJ7Zu3YpPP/20xTKHDRuGsrIysxN5ZWVlZolg4xW+c+fONfu7\nXD8gTHfGhK4b8fDwwDPPPIPXXnsNO3bswIkTJ/Dyyy+b3RqwfPlyvPXWW1ixYgUKCgpw4sQJZGZm\nmg2KIoRo9axOdXU15s6di6ysLJw5cwb5+fn4+uuvTQ1BYxnXCwwMxJ49e/Dbb7+hrKzMNF0mk+Gp\np57C66+/DqPRiL/85S+2+jmIyEHk5ORg1apV2Lx5M0JDQ/Hee+8hISHBNBDA66+/ji+++ALz58/H\nwYMHcerUKXz99dd48sknUVtbCwCYP38+0tLSkJ6ejpMnTyIlJQW7d+9uta0aNGgQXF1d8dZbb+HU\nqVPYvXs3nn/+ebPO0V//+lcMGjQIDz30EHbv3o0zZ85g9+7dFkeDA4Do6Gh4enpi2rRpOHz4MH78\n8UfMnDnT7J1zANtAos4WExODwMBAPPjgg9i5cyfOnj2L/fv3Y+XKlfjiiy8AAM8++ywaGhowdepU\n7NmzB2fPnsWePXvw6quv4ocffrBY7qlTp7Bw4ULs3bsX586dww8//IDvv//e1Odxd3dHWFgY/va3\nv+Hw4cM4cOAAnnjiiWYnydtztWzSpEnYtWsXPvvsMxQVFeGNN97Anj17rLrSZk1bdfPNN+PRRx9F\nXFwcvvnmGxw/fhzPP/88jh49igULFgAAtmzZgn/+85/4+OOPMX78eCxfvhxPPfWU6TZ2S+s0cuRI\nTJs2Dbm5uTh48CBiYmLg4uJiqjsoKAgzZ87E7NmzkZ6ejqKiIhw6dAgffvih2cm/7owJXTfzxhtv\nICIiAo8//jjuuusuXLp0CXPnzjVNnzZtGrZv345//etfuOuuuzB69GgkJSXBz8/PNI+lUZau/65H\njx6orKzErFmzMGzYMPzxj39E//79zYaobbp8UlISKisrMWTIEPTr1w+//fabaVpsbCyAa42xm5ub\n7X4MIuoUrbUXOp0Ojz/+OF544QXcd999AIBHH30UM2bMQHR0NGpqahAeHo5vv/0Whw8fxrhx4zBy\n5Ei8+OKL8PLyMo3e9vzzz2PevHmIj4/HqFGjsH//fixZsqTVM9d9+vRBeno6du7cieHDh+Pll19G\nSkqK6RYp4FpnLCcnB8OHD8djjz2GYcOG4bnnnjMlkk3Xz93dHV999RXKy8sxevRoPP7443jxxReb\nvXeJbSCR7bTWxjRydXVFTk4OQkJCEBsbiyFDhuDPf/4z8vLyEBAQAODaFbAffvgBffr0QWRkJIYO\nHYpp06bht99+a/E5Wg8PDxQVFeGxxx7DkCFD8MgjjyAsLMzsts0PP/wQvXr1wt13343o6Gg8/fTT\n6N+/f4fXYfr06Zg7dy7mzp2L0NBQXLhwAfPmzTObr70jYVrbVn3wwQd44IEHMG3aNNx+++344Ycf\n8K9//Qu33HILioqK8Nxzz+Hvf/87hg8fDuDamApjxoxBTEyM2aM518vMzIRKpcK4cePw0EMPYcqU\nKbjjjjvM6n7vvfcQHx+P5cuXQ6vVYtKkSdi6dStuvvnmNte1O5CJdqT1c+fOhbu7u+kdHytXrkR1\ndTVSU1NRVlaGvn37Ij4+3jSMc0ZGBrKysiCXyxEbG9tsAA2ijigsLMRtt92GQ4cOmV3SJ2pNTU0N\nNmzYgPPnzwMA4uLi0L9/f7Zb5HTYBnYf7G8RkVXaMxRmXFycqKqqMvtu69atIjMzUwghREZGhkhP\nTxdCCPHbb7+Jl156SVy9elWUlJSIZ599VjQ0NLRafkFBQXvCkJQjxCCEY8ThKDHU1dWJ8+fPiz/9\n6U/i3nvvtUsM9uYIMQjhOHF0xNq1a8Xu3buFEEIYDAZRU1PT5dqtljA26zhabI1tYHh4uF3awPZw\ntN/seo4cW0uk7m8JYZ/fhXWyTtYpbZ3tvuVSNLmQl5eXh/HjxwO4Ntx047MOubm5CAsLg1KphI+P\nD3x9fdscUvT6oU7txRFiABwjDkeJYdu2bfD398e5c+daHVBFyhjszRFiABwnjva6fPkyjh8/jokT\nJwIAFAoFevbs2eXarZYwNus4WmyNbeDp06ft0ga2h6P9Ztdz5NhaI2V/C7DP78I6WSfrlLbOdr22\nQCaTITk5GXK5HJMmTcKkSZOg1+uhVqsBXBvKtXFUnIqKCgQHB5uW9fb2hk6nsyo46t5mzJiBGTNm\n2DsMckKlpaXw8vLC+vXrce7cOQQGBmLGjBlst8ipNLaB27dvN9s+qetif4uIrNGuhC45ORm9e/fG\npUuXkJycbHofWaO2Hr7kOyKIqDM1NDTgzJkzmDlzJoKCgrBp06Zm7x5iu0VEjob9LSKyRrsSut69\newMAvLy8MHr0aBQVFUGlUqGyshJqtRoVFRWmFy5qNBqUl5ebli0vL4dGozErr7Cw0OySYlRU1A2v\nyI1yhBgAx4iDMTCGpqKiosyGaddqtWavoXA03t7e0Gg0CAoKAgCMGTMGGRkZUKvVXardagljs46j\nxuaocQGOH5sztVuA7ftbgGO0XayTdbLO9tdpTbvVZkJXV1cHo9EId3d31NbW4vDhw3jkkUcQEhKC\n7OxsREREICcnB6GhoQCuvZQxLS0NU6ZMgU6nQ3FxsalT1VpwFy9ebNeKSsXT0xNVVVV2jcFR4mAM\njKGpm266yaE7bk2p1Wr06dMHFy9exE033YTDhw9j4MCBGDhwYJdqt1riKNuNJYyt4xw1LsCxY3O2\ndkuK/hbgGG2XPbYT1sk6nbFOa9utNhM6vV6P1atXAwCMRiPuuecejBw5EjfffDNSU1ORlZVlGkYX\nAPz8/DB27FjEx8dDoVBg1qxZvAWAiDpdbGws1q5dC4PBgH79+iEuLg5Go5HtFhE5JPa3iMha7XoP\nXWew95luRznL6AhxMAbG0FRLL1Tt7uzdbrXEUbYbSxhbxzlqXIBjx8Z2q2W8Qsc6Wadj1mltu9Wu\nZ+ioa1HqdRBlJS1Or1MooWgwdLhcWZ9+MKia379PRERERETSYELXDYmyEtS/sdDm5bosWgUwoSMi\nIiIi6jTtfrE4ERERERERORYmdERERERERE6KCR0REREREZGTYkJHRERERETkpJjQEREREREROSkm\ndERERERERE6Kry0gIiIi6maUZcVo+Ol7m5Unc3GF7O6JaOjZy2ZlElH7MKEjIiIi6mZETRUMGVtt\nV6CHJ1zuGm+78oio3ZjQEREREdENk9ddAUovNvu+TqGEosFgVZmyPv1gUGluNDSiLo0JHRERERHd\nMKErQ/3qV2xapsuiVQATOqJWMaEjIqJmlHodRFmJzcu96usHeHjavFwiIqLuigkdERE1I8pKUP/G\nQpuXq3g1hQkdERGRDTGhI5uRu7gCp47ZpKym99vzHnoiIiIiouaY0JHNCH0F6tOSJCmb99ATERER\nETXHF4sTERERERE5KSZ0RERERERETooJHRERERERkZNiQkdEREREROSkOCgKEXVJc+fOhbu7O+Ry\nORQKBVauXInq6mqkpqairKwMffv2RXx8PDw8PAAAGRkZyMrKglwuR2xsLEaOHGnnNSAiIiJqGxM6\nIuqyEhMT0atXL9PnzMxMjBgxAlOnTkVmZiYyMzMRExOD8+fPY9++fVizZg10Oh2Sk5ORlpYGuZw3\nMRAREZFjY2+FiLosIYTZ57y8PIwfPx4AEB4ejtzcXABAbm4uwsLCoFQq4ePjA19fXxQVFXV6vERE\nREQdxSt0RNQlyWQyJCcnQy6XY9KkSZg0aRL0ej3UajUAQKVSQa/XAwAqKioQHBxsWtbb2xs6nc4u\ncRMRERF1BBM6IuqSkpOT0bt3b1y6dAnJyckYMGCA2XSZTNbq8k2nFxYWorCw0PQ5KioKnp6etgvY\nhlxcXG44tjqFNIcHuVzWpX83KThqXIBjxwYA27dvN/1fq9VCq9XaMRoiImm064htNBqxaNEiaDQa\nLFq0iAMLEJHD6927NwDAy8sLo0ePRlFREVQqFSorK6FWq1FRUQGVSgUA0Gg0KC8vNy1bXl4OjUZj\nVp6lzmBVVZXEa2EdT0/PG45N0WCwUTTmjEbRpX83KThqXIDjxxYVFWXvMDqMfS4i6qh2PUP31Vdf\nwc/Pz3TGunFggbS0NAwfPhyZmZkAYDawwCuvvIIPPvgARqNRuuiJiCyoq6vDlStXAAC1tbU4fPgw\n/P39ERISguzsbABATk4OQkNDAQAhISHYu3cvDAYDSktLUVxcjKCgIHuFT0TdGPtcRNRRbSZ05eXl\nyM/Px8SJE00DDHBgASJyZHq9HkuWLMGCBQvw6quv4o477sDIkSMRERGBI0eO4Pnnn0dBQQEiIiIA\nAH5+fhg7dizi4+OxYsUKzJo1q81bMomIbI19LiKyRpu3XG7evBnTpk0zne0GwIEFiMih+fj4YPXq\n1c2+79WrFxISEiwuExkZicjISKlDIyJqEftcRGSNVq/QHThwAF5eXggMDGw2/Hejjg4sQERERETm\n2OciImu1eoXuxIkTOHDgAPLz83H16lVcuXIFa9euvaGBBQDHHC3OUUbq6ow4pBq9TsoDiUKhRM9O\n/vs4wjbhCDE04mhxRETS6ew+V71CiXobr4MU/QBrj//2OH6yTtZpC9b0t1rt2UdHRyM6OhoAcPTo\nUXz55Zd47rnnkJ6ejuzsbERERDQbWCAtLQ1TpkyBTqdrcWABRxwtzlFG6uqMOKQava6lM4q20NBg\n6PS/jyNsE44QQ2MczjhaHBGRs+jsPpcUfQEp+gHWHv/tcfxknazTFnVa09/q0KWaxjMvERERSE1N\nRVZWlmkIXcB8YAGFQsGBBYiIiIiswD4XEbVXuxO6YcOGYdiwYQA4sAARERGRVNjnIqKOaNd76IiI\niIiIiMjxMKEjIiIiIiJyUkzoiIiIiIiInBQTOiIiIiIiIifFhI6IiIiIiMhJMaEjIiIiIiJyUkzo\niIiIiIiInBQTOiIiIiIiIifFhI6IiIiIiMhJMaEjIiIiIiJyUkzoiIiIiIiInBQTOiIiIiIiIifF\nhI6IiIiIiMhJMaEjIiIiIiJyUkp7B0BEJAWj0YhFixZBo9Fg0aJFqK6uRmpqKsrKytC3b1/Ex8fD\nw8MDAJCRkYGsrCzI5XLExsZi5MiRdo6eiIiIqH14hY6IuqSvvvoKfn5+kMlkAIDMzEyMGDECaWlp\nGD58ODIzMwEA58+fx759+7BmzRq88sor+OCDD2A0Gu0ZOhEREVG7MaEjoi6nvLwc+fn5mDhxIoQQ\nAIC8vDyMHz8eABAeHo7c3FwAQG5uLsLCwqBUKuHj4wNfX18UFRXZLXYiIiKijmBCR0RdzubNmzFt\n2jTI5f/fxOn1eqjVagCASqWCXq8HAFRUVMDb29s0n7e3N3Q6XecGTERERGQlJnRE1KUcOHAAXl5e\nCAwMNF2da6rxNsyWtDWdiIiIyFFwUBQi6lJOnDiBAwcOID8/H1evXsWVK1ewdu1aqFQqVFZWQq1W\no6KiAiqVCgCg0WhQXl5uWr68vBwajaZZuYWFhSgsLDR9joqKgqenp/QrZAUXF5cbjq1OIc3hQS6X\ndenfTQqOGhfg2LEBwPbt203/12q10Gq1doyGiEgaTOiIqEuJjo5GdHQ0AODo0aP48ssv8dxzzyE9\nPR3Z2dmIiIhATk4OQkNDAQAhISFIS0vDlClToNPpUFxcjKCgoGblWuoMVlVVSb9CVvD09Lzh2BQN\nBhtFY85oFF36d5OCo8YFOH5sUVFR9g6DiEhyTOiIqEtrvH0yIiICqampyMrKMr22AAD8/Pwwbs4z\nmAAAIABJREFUduxYxMfHQ6FQYNasWbzlkoiIiJwGEzoi6rKGDRuGYcOGAQB69eqFhIQEi/NFRkYi\nMjKyM0MjIiIisgkOikJEREREROSkmNARERERERE5KSZ0RERERERETqrVZ+jq6+uRmJiIq1evwmAw\nIDQ0FNHR0aiurkZqairKyspMgwt4eHgAADIyMpCVlQW5XI7Y2FiMHDmyU1aEiIiIyFmxz0VE1mo1\noXNxccHSpUvh6uqKhoYGLFmyBMePH0deXh5GjBiBqVOnIjMzE5mZmYiJicH58+exb98+rFmzBjqd\nDsnJyUhLS4NczguBREQEoEcPKE4ds3mxsj79YFA1f38gkbNgn4uIrNXmKJeurq4AAIPBAKPRCA8P\nD+Tl5SExMREAEB4ejsTERMTExCA3NxdhYWFQKpXw8fGBr68vioqKcMstt0i6EkRE5BxEpQ71byba\nvFyXRasAJnTk5NjnIiJrtJnQGY1GLFy4ECUlJbj//vsxcOBA6PV6qNVqAIBKpYJerwcAVFRUIDg4\n2LSst7c3dDqdRKETERERdR3scxGRNdpM6ORyOVavXo3Lly9j+fLlKCgoMJve1gt4LU0vLCxEYWGh\n6XNUVBQ8PT3bG7MkXFxc7B5DZ8VRp5Dm9YNSvoxZoVCiZyf/fRxhm3CEGBpt377d9H+tVgutVmvH\naIiIup7O7HPVK5Sot03Y7Y7PGtYe/+1x/GSdrNMWrOlvtbtn37NnT4waNQqnT5+GSqVCZWUl1Go1\nKioqoFKpAAAajQbl5eWmZcrLy6HRNL8FxlJwVVVV7Q1FEp6ennaPobPiUDQYJClXCCFJuQDQ0GDo\n9L+PI2wTjhBDYxxRUVH2DoOIqFvojD6XFH0BKfoBQqHA5YM/dXi5OoUSDRbWUcrnbe1xzGadXa9O\na/pbrSZ0ly5dgkKhgIeHB+rr63HkyBE88sgjCAkJQXZ2NiIiIpCTk4PQ0FAAQEhICNLS0jBlyhTo\ndDoUFxcjKCjIujUiIiIi6ibY57JM6CtQn5Zks/L4vC11Ra0mdJWVlVi3bh2MRiOEEBg3bhxuu+02\nBAYGIjU1FVlZWaYhdAHAz88PY8eORXx8PBQKBWbNmiXpbXhEREREXQH7XERkrVYTOn9/f6xatarZ\n97169UJCQoLFZSIjIxEZGWmb6IiIiIi6Afa5iMhafFkJERERERGRk2JCR0RERERE5KSY0BERERER\nETkpJnREREREREROigkdERERERGRk2JCR0RERERE5KSY0BERERERETkpJnREREREREROqtUXixMR\nOaP6+nokJibi6tWrMBgMCA0NRXR0NKqrq5GamoqysjL07dsX8fHx8PDwAABkZGQgKysLcrkcsbGx\nGDlypJ3XgoiIiKhtTOiIqMtxcXHB0qVL4erqioaGBixZsgTHjx9HXl4eRowYgalTpyIzMxOZmZmI\niYnB+fPnsW/fPqxZswY6nQ7JyclIS0uDXM6bGIiIiMixsbdCRF2Sq6srAMBgMMBoNMLDwwN5eXkY\nP348ACA8PBy5ubkAgNzcXISFhUGpVMLHxwe+vr4oKiqyW+xERERE7cUrdETUJRmNRixcuBAlJSW4\n//77MXDgQOj1eqjVagCASqWCXq8HAFRUVCA4ONi0rLe3N3Q6nV3iJiIiIuoIJnQOSqnXQZSVSFK2\nzGCQpFwiRyKXy7F69WpcvnwZy5cvR0FBgdl0mUzW6vJNpxcWFqKwsND0OSoqCp6enrYL2IZcXFxu\nOLY6hUSHh9Z/dqspFEr0vMF1tsXvJgVHjQtw7NgAYPv27ab/a7VaaLVaO0ZDRCQNJnQOSpSVoP6N\nhZKU7fr8UknKJXJEPXv2xKhRo3D69GmoVCpUVlZCrVajoqICKpUKAKDRaFBeXm5apry8HBqNxqwc\nS53Bqqoq6VfACp6enjccm6JBohM/QppiGxoMN7zOtvjdpOCocQGOH1tUVJS9wyAikhyfoSOiLufS\npUuoqakBcG3EyyNHjiAwMBAhISHIzs4GAOTk5CA0NBQAEBISgr1798JgMKC0tBTFxcUICgqyV/hE\nRERE7cYrdETU5VRWVmLdunUwGo0QQmDcuHG47bbbEBgYiNTUVGRlZZleWwAAfn5+GDt2LOLj46FQ\nKDBr1qw2b8kkIiIicgRM6Iioy/H398eqVauafd+rVy8kJCRYXCYyMhKRkZFSh0ZERERkU7zlkoiI\niIiIyEkxoSMiIiIiInJSTOiIiIiIiIicFBM6IiIiIiIiJ8WEjoiIiIiIyEkxoSMiIiIiInJSTOiI\niIiIiIicFBM6IiIiIiIiJ9Xmi8XLysqwbt066PV6yGQy3HvvvZg8eTKqq6uRmpqKsrIy9O3bF/Hx\n8fDw8AAAZGRkICsrC3K5HLGxsRg5cqTkK0JERETkrNjfIiJrtZnQKZVKTJ8+HQEBAaitrcXChQsx\nYsQIZGdnY8SIEZg6dSoyMzORmZmJmJgYnD9/Hvv27cOaNWug0+mQnJyMtLQ0yOW8GEhERERkCftb\nRGStNvd6tVqNgIAAAICbmxsGDBgAnU6HvLw8jB8/HgAQHh6O3NxcAEBubi7CwsKgVCrh4+MDX19f\nFBUVSbcGRERERE6O/S0islaHTuOUlpbi7NmzCA4Ohl6vh1qtBgCoVCro9XoAQEVFBby9vU3LeHt7\nQ6fT2TBkIiIioq6L/S0i6og2b7lsVFtbi5SUFMyYMQPu7u5m02QyWavLNp1eWFiIwsJC0+eoqCh4\nenq2NxRJuLi42D2G6+OoU7T7T9Nhbf29HK1cAFAolOjZyX8fR9gmHCGGRtu3bzf9X6vVQqvV2jEa\nIqKuyZb9LaDlPle9Qol624Tc7vgcoUwp+xP2OGazzq5VJ2Bdf6tdWYPBYEBKSgrGjRuH0aNHA7h2\nlqiyshJqtRoVFRVQqVQAAI1Gg/LyctOy5eXl0Gg0ZuVZCq6qqqo9oUjG09PT7jFcH4eiwSBZHUII\npyoXABoaDJ3+93GEbcIRYmiMIyoqyt5hEBF1abbubwEt97mk6GdI0Q+wdZlCocDlgz/ZtExZn34w\nqDR2OWazzq5XpzX9rTYTOiEENmzYgAEDBuDBBx80fR8SEoLs7GxEREQgJycHoaGhpu/T0tIwZcoU\n6HQ6FBcXIygoqMOBEREREXUX7G91DqGvQH1akk3LdFm0ClA1T6aJOkubCd2JEyfw/fffw9/fHy+/\n/DIAIDo6GhEREUhNTUVWVpZpGF0A8PPzw9ixYxEfHw+FQoFZs2ZJeiseEVF3ptTrIMpKzL6rUyhv\n+Oy7zCDdXQJE1Bz7W0RkrTYTuqFDh+KTTz6xOC0hIcHi95GRkYiMjLyxyIiIqE2irAT1byy0ebmu\nzy+1eZlE1DL2t4jIWtKNvEFkQ3IXV+DUMUnKbrz3nYiIiIjI2TChI6cgxT3vjXjvOxERERE5KyZ0\nRNTllJWVYd26ddDr9ZDJZLj33nsxefJkVFdXIzU1FWVlZaZnUTw8PAAAGRkZyMrKglwuR2xsLEaO\nHGnntSAiIiJqGxM6IupylEolpk+fjoCAANTW1mLhwoUYMWIEsrOzMWLECEydOhWZmZnIzMxETEwM\nzp8/j3379mHNmjXQ6XRITk5GWloa5HK5vVeFiIiIqFXsrRBRl6NWqxEQEAAAcHNzw4ABA6DT6ZCX\nl4fx48cDAMLDw5GbmwsAyM3NRVhYGJRKJXx8fODr64uioiJ7hU9ERETUbkzoiKhLKy0txdmzZxEc\nHAy9Xg+1Wg3g2st69Xo9AKCiogLe3t6mZby9vaHT6ewSLxEREVFHMKEjoi6rtrYWKSkpmDFjBtzd\n3c2mtfW+Jr7PiYiIiJwBn6Ejoi7JYDAgJSUF48aNw+jRowFcuypXWVkJtVqNiooKqFQqAIBGo0F5\neblp2fLycmg05iOfFhYWorCw0PQ5KioKnp6enbAmratTSNOMS5bQSlSsQqFEzxv8e7i4uDjE37Qp\nR40LcOzYAGD79u2m/2u1Wmi1WjtGQ0QkDSZ0RNTlCCGwYcMGDBgwAA8++KDp+5CQEGRnZyMiIgI5\nOTkIDQ01fZ+WloYpU6ZAp9OhuLgYQUFBZmVa6gxWVVVJvzJtUDQYJClXCCFJuZCo2IYGww3/PTw9\nPR3ib9qUo8YFOH5sUVFR9g6DiEhyTOiIqMs5ceIEvv/+e/j7++Pll18GAERHRyMiIgKpqanIysoy\nvbYAAPz8/DB27FjEx8dDoVBg1qxZvOWSiIiInAITOiLqcoYOHYpPPvnE4rSEhASL30dGRiIyMlLK\nsEhCchdX4NSxGyqjTqE0u+Ip69MPBpWmlSWIiIjsjwkdERE5PaGvQH1akk3LdFm0CmBCR0REDo6j\nXBIRERERETkpJnREREREREROigkdERERERGRk2JCR0RERERE5KSY0BERERERETkpJnRERERERERO\nigkdERERERGRk2JCR0RERERE5KSY0BERERERETkpJnREREREREROigkdERERERGRk2JCR0RERERE\n5KSY0BERERERETkpZVszrF+/Hvn5+fDy8kJKSgoAoLq6GqmpqSgrK0Pfvn0RHx8PDw8PAEBGRgay\nsrIgl8sRGxuLkSNHSrsGRERERE6O/S3nJXdxBU4dQ51CCUWDwSZlyvr0g0GlsUlZ1PW1mdBNmDAB\n//Vf/4W3337b9F1mZiZGjBiBqVOnIjMzE5mZmYiJicH58+exb98+rFmzBjqdDsnJyUhLS4NczguB\nRERERC1hf8t5CX0F6tOSbFqmy6JVABM6aqc29/xbb73VdDaoUV5eHsaPHw8ACA8PR25uLgAgNzcX\nYWFhUCqV8PHxga+vL4qKiiQIm4iIiKjrYH+LiKxl1akcvV4PtVoNAFCpVNDr9QCAiooKeHt7m+bz\n9vaGTqezQZhERERE3Qv7W0TUHjd8bV4mk93QdCIiIiJqHftbRNSSNp+hs0SlUqGyshJqtRoVFRVQ\nqVQAAI1Gg/LyctN85eXl0Gia3/9bWFiIwsJC0+eoqCh4enpaE4rNuLi42D2G6+OoU1j1p2kXqRp9\nKQ8mUpatUCjR08Lf3hG2CUeIodH27dtN/9dqtdBqtXaMhoio67vR/hbQcp+rXqFEvY3jleJYbesy\nnSFGoOW+SVP26CewTmlZ09+yKmsICQlBdnY2IiIikJOTg9DQUNP3aWlpmDJlCnQ6HYqLixEUFNRs\neUvBVVVVWROKzXh6eto9huvjsNUoSZYIIZyqXKnLbmgwWPzbO8I24QgxNMYRFRVl7zDajaPFEVFX\ncKP9LaDlPpcU/QwpjtW2LtMZYgRa7ps0ZY9+AuuUtk5r+lttJnRvvvkmjh07hkuXLmHOnDmIiopC\nREQEUlNTkZWVZeoYAYCfnx/Gjh2L+Ph4KBQKzJo1i7cAEFGn42hxZAuNQ5HbGocjJ0vY3yIia7WZ\n0L3wwgsWv09ISLD4fWRkJCIjI28sKiei1OsgykpsVl7jO0xkBumu0BF1dbfeeitKS0vNvsvLy0Ni\nYiKAa6PFJSYmIiYmpsXR4m655RY7RE6ORIqhyAEOR06Wsb9FRNaS7kGtbkKUlaD+jYU2L9f1+aU2\nL5OoO2tttLjg4GDTfBwtjoiIiJwJEzoi6nasGS3OEQdzAiDZAEqS3b4lVbFOMtAB0P7BDho50uBI\nTTlybAAHcyKi7oEJHRF1Czc6WpwjDuYEQLIBlCQbiEiqYp1koAOg/YMdNHKUwZEscfTYnGkwJyIi\na/GpfyLqFhpHiwPQbLS4vXv3wmAwoLS0tNXR4oiIiIgcDa/QUbfX0kh2jQPUWIsj2dkPR4sjIiKi\n7oIJHXV7HMmu6+FocURERNRd8JZLIiIiIiIiJ8WEjoiIiIiIyEnxlksiIqJO1NJzuy1p7/O8fG6X\niKh7YkJHRETUifjcLhER2RJvuSQiIiIiInJSTOiIiIiIiIicFBM6IiIiIiIiJ8WEjoiIiIiIyEkx\noSMiIiIiInJSTOiIiIiIiIicFF9bQETUCeSXq21fqIzn5IiIuqL2vq+S76kkgAkdEZHk5HI5xCcb\n0XDisE3LVd59L6C9w6ZlEhGR/dn6fZV8T2XXxoSOiKgTCH0FRPnvti2z+hJkNi2RiIiInA3v1yEi\nIiIiInJS3eIKnVKvgygraXWe9t6D3JTM0PFliIiIiIiIbKFbJHSirAT1byyUpGzX55dKUi4RERER\nEVFbukVCR0RE1NW1d1S8juLoeEREjo0JHZFEbNG5aulWYHawiKgpW4+K14ij4xEROTYmdEQSkapz\nBbCDRURERETXSJLQHTx4EJs2bYLRaMTEiRMREREhRTVERDbDdouInBHbLiKyeUJnNBqxceNGJCQk\nQKPRYPHixQgJCYGfn1+ry8mMDZAZjbYOB5DxLU3U9fBZGduytt0iIrIntl3UXrbsNzQ+DiL3UsN4\nqdImZTbqrv2QG2XzhK6oqAi+vr7w8fEBAISFhSEvL6/NxkXxSyGu/nOTrcOB4o67gVuG27xcInvi\nszK2ZW27RURkT2y7qL2k6De4Pr/U5mV2137IjbJ5QqfT6eDt7W36rNFoUFRU1OZy4nI1jGfbnq+j\nZP43Q8GEjohaYW27RdQdtHZm39p3uAKQ5Ow+0L3O8LPtImpde95F3RJnGpjOYQZFkQfeApe5r9i+\nXG8fGOvrbV4uEVFHKP/0FyjC/2jTMuV9+sFYV2fTMomakuqOACnO7gM8w99eMlVv2/a7FEo+5kIO\nR4p3UTtiGyMTQghbFvjLL7/g008/xauvvgoAyMjIgEwmM3tIt7CwEIWFhabPUVFRtgyBiCSwfft2\n0/+1Wi20Wq0do7EttltEXVNXbrcAtl1EXZFV7ZawMYPBIJ599llRUlIirl69Kl566SXx22+/tbrM\nJ598YuswOswRYhDCMeJgDIyhKUeJQyrO2m61hLFZx1Fjc9S4hGBs9uYsbRfrZJ2sU9o6bX7LpUKh\nwMyZM7F8+XLTELp8OJeIHBnbLSJyRmy7iAiQ6Bm6UaNGYdSoUVIUTUQkCbZbROSM2HYRkSIxMTHR\n3kEAMA25291jABwjDsbAGJpylDgciSP/JozNOo4am6PGBTA2Z2SP34V1sk7WKV2dNh8UhYiIiIiI\niDqH3N4BEBERERERkXWY0BERERERETkpmw+KcvDgQWzatMk02tL170IBgOrqarzzzjsoLS1Fjx49\nMGfOHAwcOBAA8NVXX2H37t0AgHvvvReTJ082LZOamoqysjL07dsX8fHx8PDw6PQ4tm7dip9//hlK\npRL9+vVDXFwcevbs2akxNNqxYwfS09OxceNG9OrVq9Nj+Pe//41vvvkGcrkco0aNwrRp0zo1hqKi\nImzcuBENDQ1QKBSYNWsWgoKCWoxh/fr1yM/Ph5eXF1JSUizO8+GHH+LgwYNwdXVFXFwcAgMDW42/\no9ulFDF0dJuUIoZG7d0muwqj0YhFixZBo9Fg0aJF9g7HpKamBhs2bMD58+cBAHPmzMEtt9xi56iu\nvR/r+++/h0wmg7+/P+Li4tCjRw+7xGJpP7DmONNZsXV0P+/M2BrZc/9vKa6OHKe6g7bacFuwx75V\nVlaGdevWQa/XQyaTmfoKUtZbX1+PxMREXL16FQaDAaGhoYiOju6UdqTpsUfqOufOnQt3d3fI5XIo\nFAqsXLlS8jqbHsfi4uLQv39/yeq8ePEi3nzzTdPnkpIS/OUvf8G4ceMkXU9Lx8W6ujrr6rTluxMa\nGhrafB/Kli1bxKeffiqEEOLChQvi9ddfF0IIce7cOfHiiy+Kuro60dDQIF5//XXxn//8RwghxNat\nW0VmZqYQQoiMjAyRnp5ulzgOHTokGhoahBBCpKentxqHVDEIIcTvv/8uli1bJuLi4kRVVVWnx3Dk\nyBHx+uuvi6tXrwohhNDr9Z0ew9KlS0V+fr4QQoiff/5ZJCYmthiDEEIcPXpUnD59Wrz44osWpx84\ncECsWLFCCCHEL7/8Il555ZU24+/odilFDB3ZJqWKQYj2b5NdyY4dO0RaWpp444037B2KmbVr14rd\nu3cLIa69o6qmpsbOEQlRUlIi5s6dK+rr64UQQqxZs0ZkZWXZLR5L+0FH9+fOjK2j+3lnxiaE/fd/\nS3F15DjVHbTnWGwL9ti3KioqxJkzZ4QQQly5ckXMmzdP/Pbbb5LXW1tbK4S41s6+8sor4tixY53S\njjQ99khdp6X9Wuo6LR3HOquNbmhoELNnzxa///67pHW2dFy0tk6b3nJZVFQEX19f+Pj4QKlUIiws\nDHl5eWbzXLhwAcOHDwcA3HTTTSgtLYVer8eFCxcQHBwMFxcXyOVyDBs2DD/99BMAIC8vD+PHjwcA\nhIeHIzc31y5xjBgxAnL5tZ8sODgY5eXlnR4DAGzZsqVdZxqliuGbb77Bww8/DKXy2gVeLy+vTo9B\nrVbj8uXLAK6dyendu3erv8Wtt97a6hmO67ex4OBg1NTUoLKystX4O7pdShFDR7ZJqWIA2r9NdhXl\n5eXIz8/HxIkTIRxoXKnLly/j+PHjmDhxIoBr76iyx5Wcpnr27AmFQoG6ujo0NDSgrq4OGo3GbvFY\n2g86uj9LxVJsHd3PpdJS+2Hv/d9SXB05TnUH7TkW24I99i21Wo2AgAAAgJubGwYMGACdTid5va6u\nrgAAg8EAo9EIDw8Pyeu0dOzpjLar6XFOyjpbOo51Vht95MgR+Pr6ok+fPpLW2dJx0do6bZrQ6XQ6\neHt7mz5rNBrodDqzeQYNGoT9+/cDuNbAlJWVQafTwd/fH8eOHUN1dTXq6urw888/mw5aer0earUa\nAKBSqaDX6+0Sx/W+/fZb3HHHHZ0eQ25uLjQaDQYNGtTqbyBlDMXFxTh69CheffVVJCYm4tSpU50e\nQ0xMDLZu3Yo5c+YgPT0d0dHRbf4erWkap7e3N3Q6Xavxd3S7lCKG67W1TUoVQ0e2ya5i8+bNmDZt\nmqmT7ShKS0vh5eWF9evXY+HChdiwYQPq6ursHRZ69eqFP/3pT4iLi8PTTz8NDw8PjBgxwt5hmbH1\n/iwVW+zntuSo+39HjlPdQXuPI1LozH2rtLQUZ8+eRXBwsOT1Go1GLFiwALNnz4ZWq8XAgQMlr9PS\nsUfqOmUyGZKTk7Fo0SLs2rVL8jotHcdqa2s7bTvau3cvwsLCAEi7ni0dF62ts9N7IxEREaipqcHL\nL7+Mr7/+GgEBAZDL5RgwYACmTp2KZcuWYcWKFQgMDLTYWZLJZJ0eR9M6P//8cyiVStxzzz2dFoNc\nLkd9fT0yMjIQFRVlKuNGrw5Y8/doaGhATU0Nli9fjmnTpiE1NbXTY9iwYQNiY2PxzjvvYPr06Xjn\nnXduKAbgxn5LW22X1sZgq22yozFIsU06ugMHDsDLywuBgYEOt64NDQ04c+YM7r//fqxatQpubm7I\nzMy0d1goLi7G//zP/2DdunV49913UVtbi++//97eYbXIVvuzrdlyP7eFuro6h93/bX2cItuQct+q\nra1FSkoKZsyYAXd3d8nrlcvlWL16NTZs2IBjx46hoKBA0jrbc+yRYj2Tk5Pxt7/9Da+88gr+93//\nF8eOHZO0zvYcx6TajgwGAw4cOICxY8c2m2brOi0dF7/77jur67TpoCgajcbsalZ5eXmz22rc3d0R\nFxdn+jx37lz069cPADBx4kTTJdZt27ahT58+AK5lqJWVlVCr1aioqIBKpbJLHACQnZ2N/Px8JCQk\ndHoMxcXF+P3337FgwQIA1864LVq0CCtWrLD4m0j1O3h7e+Ouu+4CAAQFBUEmk6Gqqgqenp6dFkNR\nUZHpbzBmzBhs2LChWd0d0VKcBoOhxfg7ul1KEQPQ/m1Sihg6uk12BSdOnMCBAweQn5+Pq1ev4sqV\nK3j77bfx7LPP2js0eHt7Q6PRmAYIGjNmjEMkdKdPn8aQIUNMbcRdd92FEydO4A9/+IOdI/t/tt6f\nbc2W+7mtlJSUOOz+35HjVHfQnmOxVDpj3zIYDEhJScG4ceMwevToTqsXuHbr3KhRo3D69GlJ67R0\n7Fm7dq3k69n4SIuXlxdGjx6NoqIiSeu0dBzLyMiAWq2W/O+Zn5+PwYMHm27RlnI9LR0Xf/nlF6vX\n06ZX6G6++WYUFxejtLQUBoMB+/btQ0hIiNk8ly9fhsFgAADs2rULw4YNg5ubGwCYLiuWlZUhNzfX\ndBYyJCQE2dnZAICcnByEhobaJY6DBw/iyy+/xIIFC+Di4tLpMfj7++P999/HunXrsG7dOmg0Gqxa\ntarFP7ZUv0NoaKjpTNTFixdhMBhaPEhKFYOvry+OHj0KACgoKMBNN91ksf72CgkJMZ0Z+eWXX+Dh\n4QG1Wt1q/B3dLqWIoSPbpBQxdHSb7Aqio6PxzjvvYN26dXjhhReg1WodIpkDrj1L0qdPH1y8eBEA\ncPjwYfj5+dk5qmvPxp48eRL19fUQQjhMXNez9f5sS7bez23Fkff/jhynuoP2HIulIvW+JYTAhg0b\nMGDAADz44IOdUu+lS5dQU1MD4NqdKkeOHEFgYKCkdVo69jz33HOS1llXV4crV64AuHYF9PDhw/D3\n95e0TkvHsYEDB+LOO++UvI2+/nZLQNptqKXjorXrKRM2vj8iPz/fbFjchx9+GDt37gQA3Hffffjl\nl1+wbt06yGQyDBw4EHPmzDE9tL906VJUVVVBoVBg+vTppoEyrBkeVYo45s2bB4PBYBqS+ZZbbsGT\nTz7ZqTFc79lnn8Ubb7zR6hDRUsRgMBjwzjvv4OzZs1AqlXjiiSeg1Wo7NYZTp05h48aNuHr1Klxc\nXPDkk0+ahte35M0338SxY8dw6dIlqNVqPProo2hoaDDFAAAbN27EwYMH4ebmhjlz5mDw4MEtxg90\nfLuUIoaObpNSxHC99myTXcnRo0exY8cOLFy40N6hmJw9exbvvvsuDAaDXYe4b+qLL75ATk4OZDIZ\nAgMD8cwzz5gGrOhsTfeDqKgohIaGOsRrCyzto5mZmR3az6WOraqqCiqVClFRUZgwYYJcjP/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67/+7tt2zYsXLgQ77zzDsrLyy0eSbq3/BvCmNJZu3YtcnJycP78eeTl5SEuLg5+fn6YNm2aZDF7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\nmIB1zyFHZen3zZ505G9sj1JTU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1euiOuMGzfObJ3bbrsNly5dEl+fO3cOTz75JAIDA6FS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\nIiLyU/8/jTosV2hU7XcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1079fedd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.style.use(\"ggplot\")\n",
    "\n",
    "df = pd.read_csv(\"knn/winequality-red.csv\" , sep = ';')\n",
    "df.head()\n",
    "X = df.drop(\"quality\", 1).values\n",
    "y1 = df['quality'].values\n",
    "pd.DataFrame.hist(df, figsize=[15, 15])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "k-NN accuracy for test set: 0.612500\n",
      "             precision    recall  f1-score   support\n",
      "\n",
      "      False       0.66      0.64      0.65       179\n",
      "       True       0.56      0.57      0.57       141\n",
      "\n",
      "avg / total       0.61      0.61      0.61       320\n",
      "\n"
     ]
    }
   ],
   "source": [
    "y = y1 <= 5\n",
    "\n",
    "\n",
    "from sklearn.cross_validation import train_test_split\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "from sklearn import neighbors, linear_model\n",
    "knn = neighbors.KNeighborsClassifier(n_neighbors = 5)\n",
    "knn_model_1 = knn.fit(X_train, y_train)\n",
    "print('k-NN accuracy for test set: %f' % knn_model_1.score(X_test, y_test))\n",
    "\n",
    "\n",
    "from sklearn.metrics import classification_report\n",
    "y_true, y_pred = y_test, knn_model_1.predict(X_test)\n",
    "print(classification_report(y_true, y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>H</th>\n",
       "      <th>W  R</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.5</td>\n",
       "      <td>40 thin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.5</td>\n",
       "      <td>50 fat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.5</td>\n",
       "      <td>60 fat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.6</td>\n",
       "      <td>40 thin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.6</td>\n",
       "      <td>50 thin</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     H     W  R\n",
       "0  1.5  40 thin\n",
       "1  1.5   50 fat\n",
       "2  1.5   60 fat\n",
       "3  1.6  40 thin\n",
       "4  1.6  50 thin"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "dat = pd.read_fwf(\"knn/1.dat\")\n",
    "\n",
    "dat.head()\n",
    "\n",
    "# print(dat.keys())"
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
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